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1

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Zhu, Xiao Xiang, Tuia, Devis, Mou, Lichao, Xia, Gui-Song, Zhang, Liangpei, Xu, Feng, Fraundorfer, Friedrich

Journal:

IEEE Geoscience and Remote Sensing Magazine

Year:

2017

Language:

english

File:

PDF, 6.11 MB

english, 2017

2

Optimizing embedded sensor network design for catchment-scale snow-depth estimation using LiDAR and machine learning

Oroza, Carlos A., Zheng, Zeshi, Glaser, Steven D., Tuia, Devis, Bales, Roger C.

Journal:

Water Resources Research

Year:

2016

Language:

english

File:

PDF, 6.01 MB

english, 2016

3

Estimating quality of life dimensions from urban spatial pattern metrics

Sapena, Marta, Wurm, Michael, TaubenbÃ¶ck, Hannes, Tuia, Devis, Ruiz, Luis A.

Journal:

Computers, Environment and Urban Systems

Year:

2021

File:

PDF, 3.02 MB

2021

4

Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images

de Morsier, Frank, Borgeaud, Maurice, Gass, Volker, Thiran, Jean-Philippe, Tuia, Devis

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2016

Language:

english

File:

PDF, 4.34 MB

english, 2016

5

[IEEE 2019 Joint Urban Remote Sensing Event (JURSE) - Vannes, France (2019.5.22-2019.5.24)] 2019 Joint Urban Remote Sensing Event (JURSE) - Deep Learning Models to Count Buildings in High-Resolution Overhead Images

Lobry, Sylvain, Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 3.60 MB

english, 2019

6

Remote Sensing Image Processing

Camps-Valls, Gustavo, Tuia, Devis, Gómez-Chova, Luis, Jiménez, Sandra, Malo, Jesús

Journal:

Synthesis Lectures on Image Video and Multimedia Processing

Year:

2011

Language:

english

File:

PDF, 10.40 MB

english, 2011

7

SVM Active Learning Approach for Image Classification Using Spatial Information

Pasolli, Edoardo, Melgani, Farid, Tuia, Devis, Pacifici, Fabio, Emery, William J.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2014

Language:

english

File:

PDF, 3.22 MB

english, 2014

8

Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces

Tuia, Devis, Munoz-Mari, Jordi, Rojo-Alvarez, Jose Luis, Martinez-Ramon, Manel, Camps-Valls, Gustavo

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2014

Language:

english

File:

PDF, 1.01 MB

english, 2014

9

Multimodal Classification of Remote Sensing Images: A Review and Future Directions

Gomez-Chova, Luis, Tuia, Devis, Moser, Gabriele, Camps-Valls, Gustau

Journal:

Proceedings of the IEEE

Year:

2015

Language:

english

File:

PDF, 3.81 MB

english, 2015

10

Combining Human Computing and Machine Learning to Make Sense of Big (Aerial) Data for Disaster Response

Ofli, Ferda, Meier, Patrick, Imran, Muhammad, Castillo, Carlos, Tuia, Devis, Rey, Nicolas, Briant, Julien, Millet, Pauline, Reinhard, Friedrich, Parkan, Matthew, Joost, Stéphane

Journal:

Year:

2016

Language:

english

File:

PDF, 1.28 MB

english, 2016

11

Optimal Transport for Domain Adaptation

Courty, Nicolas, Flamary, Remi, Tuia, Devis, Rakotomamonjy, Alain

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2016

Language:

english

File:

PDF, 3.74 MB

english, 2016

12

Detection of clusters using space–time scan statistics

Tonini, Marj, Tuia, Devis, Ratle, Frédéric

Journal:

International Journal of Wildland Fire

Year:

2009

Language:

english

File:

PDF, 906 KB

english, 2009

13

[IEEE 2017 Joint Urban Remote Sensing Event (JURSE) - Dubai, United Arab Emirates (2017.3.6-2017.3.8)] 2017 Joint Urban Remote Sensing Event (JURSE) - Learning class- and location-specific priors for urban semantic labeling with CNNs

Kellenberger, Benjamin, Volpi, Michele, Tuia, Devis

Year:

2017

Language:

english

File:

PDF, 26.84 MB

english, 2017

14

[IEEE 2017 Joint Urban Remote Sensing Event (JURSE) - Dubai, United Arab Emirates (2017.3.6-2017.3.8)] 2017 Joint Urban Remote Sensing Event (JURSE) - Land use modeling in North Rhine-Westphalia with interaction and scaling laws

Tuia, Devis, Moser, Gabriele, Wurm, Michael, Taubenbock, Hannes

Year:

2017

Language:

english

File:

PDF, 4.47 MB

english, 2017

15

Land cover mapping at very high resolution with rotation equivariant CNNs: Towards small yet accurate models

Marcos, Diego, Volpi, Michele, Kellenberger, Benjamin, Tuia, Devis

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2018

Language:

english

File:

PDF, 3.05 MB

english, 2018

16

Detecting mammals in UAV images: Best practices to address a substantially imbalanced dataset with deep learning

Kellenberger, Benjamin, Marcos, Diego, Tuia, Devis

Journal:

Remote Sensing of Environment

Year:

2018

Language:

english

File:

PDF, 3.51 MB

english, 2018

17

Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data

Srivastava, Shivangi, Vargas Muñoz, John E., Lobry, Sylvain, Tuia, Devis

Journal:

International Journal of Geographical Information Science

Year:

2018

Language:

english

File:

PDF, 3.87 MB

english, 2018

18

[IEEE IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium - Valencia, Spain (2018.7.22-2018.7.27)] IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium - A Deep Network Approach to Multitemporal Cloud Detection

Tuia, Devis, Kellenberger, Benjamin, Perez-Suey, Adrian, Camps-Valls, Gustau

Year:

2018

Language:

english

File:

PDF, 2.79 MB

english, 2018

19

Correcting rural building annotations in OpenStreetMap using convolutional neural networks

Vargas-Muñoz, John E., Lobry, Sylvain, Falcão, Alexandre X., Tuia, Devis

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2019

Language:

english

File:

PDF, 9.63 MB

english, 2019

20

Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects

Gross, Wolfgang, Tuia, Devis, Soergel, Uwe, Middelmann, Wolfgang

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2019

Language:

english

File:

PDF, 8.35 MB

english, 2019

21

Understanding urban landuse from the above and ground perspectives: A deep learning, multimodal solution

Srivastava, Shivangi, Vargas-Muñoz, John E., Tuia, Devis

Journal:

Remote Sensing of Environment

Year:

2019

Language:

english

File:

PDF, 11.20 MB

english, 2019

22

[IEEE 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - Salt Lake City, UT (2018.6.18-2018.6.23)] 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition - Learning Deep Structured Active Contours End-to-End

Zhang, Lisa, Bai, Min, Liao, Renjie, Urtasun, Raquel, Marcos, Diego, Tuia, Devis, Kellenberger, Benjamin

Year:

2018

Language:

english

File:

PDF, 37 KB

english, 2018

23

[IEEE 2019 Joint Urban Remote Sensing Event (JURSE) - Vannes, France (2019.5.22-2019.5.24)] 2019 Joint Urban Remote Sensing Event (JURSE) - Novelty detection in very high resolution urban scenes with Density Forests

Wendl, Cyril, Marcos, Diego, Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 7.43 MB

english, 2019

24

[IEEE IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Yokohama, Japan (2019.7.28-2019.8.2)] IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Interactive Coconut Tree Annotation Using Feature Space Projections

Vargas-Munoz, John E., Zhou, Ping, Falcao, Alexandre X., Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 3.82 MB

english, 2019

25

A deep learning framework for matching of SAR and optical imagery

Hughes, Lloyd Haydn, Marcos, Diego, Lobry, Sylvain, Tuia, Devis, Schmitt, Michael

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2020

File:

PDF, 5.45 MB

2020

26

Concept Discovery for The Interpretation of Landscape Scenicness

Arendsen, Pim, Marcos, Diego, Tuia, Devis

Journal:

Machine Learning and Knowledge Extraction

Year:

2020

File:

PDF, 10.62 MB

2020

27

Identifying spatial clustering phenomena in forest-fire sequences

Devis Tuia, Rosa Lasaponara, Luciano Telesca, Mikail Kanevski

Journal:

Physica A: Statistical Mechanics and its Applications

Year:

2007

Language:

english

File:

PDF, 224 KB

english, 2007

28

Indoor radon distribution in Switzerland: lognormality and Extreme Value Theory

Devis Tuia, Mikhail Kanevski

Journal:

Journal of Environmental Radioactivity

Year:

2008

Language:

english

File:

PDF, 462 KB

english, 2008

29

Using active learning to adapt remote sensing image classifiers

D. Tuia, E. Pasolli, W.J. Emery

Journal:

Remote Sensing of Environment

Year:

2011

Language:

english

File:

PDF, 4.12 MB

english, 2011

30

Learning wind fields with multiple kernels

Loris Foresti, Devis Tuia, Mikhail Kanevski, Alexei Pozdnoukhov

Journal:

Stochastic Environmental Research and Risk Assessment

Year:

2011

Language:

english

File:

PDF, 1.74 MB

english, 2011

31

Structured Output SVM for Remote Sensing Image Classification

Devis Tuia, Jordi Muñoz-Marí, Mikhail Kanevski, Gustavo Camps-Valls

Journal:

Journal of Signal Processing Systems

Year:

2011

Language:

english

File:

PDF, 998 KB

english, 2011

32

Scan statistics analysis of forest fire clusters

Devis Tuia, Fréderic Ratle, Rosa Lasaponara, Luciano Telesca, Mikhail Kanevski

Journal:

Communications in Nonlinear Science and Numerical Simulation

Year:

2008

Language:

english

File:

PDF, 586 KB

english, 2008

33

Emergence of spatio-temporal patterns in forest-fire sequences

Devis Tuia, Rosa Lasaponara, Luciano Telesca, Mikhail Kanevski

Journal:

Physica A: Statistical Mechanics and its Applications

Year:

2008

Language:

english

File:

PDF, 1.63 MB

english, 2008

34

Evaluation of a simplified top-down model for the spatial assessment of hot traffic emissions in mid-sized cities

Devis Tuia, Margarita Ossés de Eicker, Rainer Zah, Mauricio Osses, Erika Zarate, Alain Clappier

Journal:

Atmospheric Environment

Year:

2007

Language:

english

File:

PDF, 1.29 MB

english, 2007

35

Remote sensing image segmentation by active queries

Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls

Journal:

Pattern Recognition

Year:

2012

Language:

english

File:

PDF, 2.11 MB

english, 2012

36

Urban Image Classification With Semisupervised Multiscale Cluster Kernels

Tuia, D., Camps-Valls, G.

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Year:

2011

Language:

english

File:

PDF, 1.82 MB

english, 2011

37

Multi-Modal Change Detection, Application to the Detection of Flooded Areas: Outcome of the 2009–2010 Data Fusion Contest

Longbotham, N., Pacifici, F., Glenn, T., Zare, A., Volpi, M., Tuia, D., Christophe, E., Michel, J., Inglada, J., Chanussot, J., Qian Du

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Year:

2012

Language:

english

File:

PDF, 2.31 MB

english, 2012

38

A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

Tuia, D., Volpi, M., Copa, L., Kanevski, M., Munoz-Mari, J.

Journal:

IEEE Journal of Selected Topics in Signal Processing

Year:

2011

Language:

english

File:

PDF, 1.49 MB

english, 2011

39

Semisupervised Remote Sensing Image Classification With Cluster Kernels

Tuia, D., Camps-Valls, G.

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2009

Language:

english

File:

PDF, 477 KB

english, 2009

40

Multisource Composite Kernels for Urban-Image Classification

Tuia, D., Ratle, F., Pozdnoukhov, A., Camps-Valls, G.

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2010

Language:

english

File:

PDF, 651 KB

english, 2010

41

Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation

Tuia, D., Verrelst, J., Alonso, L., Perez-Cruz, F., Camps-Valls, G.

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2011

Language:

english

File:

PDF, 456 KB

english, 2011

42

Classification of Very High Spatial Resolution Imagery Using Mathematical Morphology and Support Vector Machines

Tuia, D., Pacifici, F., Kanevski, M., Emery, W.J.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2009

Language:

english

File:

PDF, 2.13 MB

english, 2009

43

Decision Fusion for the Classification of Hyperspectral Data: Outcome of the 2008 GRS-S Data Fusion Contest

Licciardi, G., Pacifici, F., Tuia, D., Prasad, S., West, T., Giacco, F., Thiel, C., Inglada, J., Christophe, E., Chanussot, J., Gamba, P.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2009

Language:

english

File:

PDF, 698 KB

english, 2009

44

Learning Relevant Image Features With Multiple-Kernel Classification

Tuia, D., Camps-Valls, G., Matasci, G., Kanevski, M.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2010

Language:

english

File:

PDF, 1.12 MB

english, 2010

45

Correction to "Active Learning Methods for Remote Sensing Image Classification" [Jul 09 2218-2232]

Tuia, D., Ratle, F., Pacifici, F., Kanevski, M. F., Emery, W. J.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2010

Language:

english

File:

PDF, 46 KB

english, 2010

46

Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform

Michael Kalbermatten, Dimitri Van De Ville, Pascal Turberg, Devis Tuia, Stéphane Joost

Journal:

Year:

2012

Language:

english

File:

PDF, 2.93 MB

english, 2012

47

Support-Based Implementation of Bayesian Data Fusion for Spatial Enhancement: Applications to ASTER Thermal Images

Fasbender, D., Tuia, D., Bogaert, P., Kanevski, M.

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2008

Language:

english

File:

PDF, 487 KB

english, 2008

48

Unsupervised Change Detection With Kernels

Volpi, M., Tuia, D., Camps-Valls, G., Kanevski, M.

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2012

Language:

english

File:

PDF, 445 KB

english, 2012

49

Memory-Based Cluster Sampling for Remote Sensing Image Classification

Volpi, M., Tuia, D., Kanevski, M.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2012

Language:

english

File:

PDF, 1.01 MB

english, 2012

50

Supervised change detection in VHR images using contextual information and support vector machines

Volpi, Michele, Tuia, Devis, Bovolo, Francesca, Kanevski, Mikhail, Bruzzone, Lorenzo

Journal:

International Journal of Applied Earth Observation and Geoinformation

Year:

2013

Language:

english

File:

PDF, 1.19 MB

english, 2013